TABLE IV.
K= 1 | K=3 | K=5 | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Clustering Method | Recall | Precision | Cosine Similarity | F1 | Recall | Precision | Cosine Similarity | F1 | Recall | Precision | Cosine Similarity | F1 |
No Clustering, No Neighbors | 0.296 | 0.874 | 0.909 | 0.442 | 0.590 | 0.584 | 0.891 | 0.586 | 0.681 | 0.402 | 0.887 | 0.505 |
No Clustering, 3 Random Neighbors | 0.277 | 0.813 | 0.763 | 0.413 | 0.510 | 0.526 | 0.730 | 0.517 | 0.597 | 0.383 | 0.700 | 0.466 |
K-Means of Profile-Bios [54] | 0.290 | 0.865 | 0.812 | 0.434 | 0.572 | 0.545 | 0.742 | 0.558 | 0.610 | 0.384 | 0.765 | 0.471 |
BBERT Features of Profile-Bios | 0.301 | 0.880 | 0.911 | 0.448 | 0.629 | 0.612 | 0.892 | 0.620 | 0.708 | 0.491 | 0.887 | 0.579 |
BBERT Features of NER Disease Timelines | 0.317 | 0.952 | 0.916 | 0.475 | 0.661 | 0.649 | 0.892 | 0.654 | 0.739 | 0.524 | 0.890 | 0.613 |